Datasets › Jobs
Jobs
The Jobs dataset by LaLonde [36] is a widely used benchmark in the causal inference community, where the treatment is job training and the outcomes are income and employment status after training. The dataset includes 8 covariates such as age, education, and previous earnings. Our goal is to predict unemployment, using the feature set of Dehejia and Wahba [37]. Following Shalit et al. [8], we combined the LaLonde experimental sample (297 treated, 425 control) with the PSID comparison group (2490 control).
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Causal Inference | Jobs | BCAUSS Average Treatment Effect on the Treated Error 0.05 | Learning end-to-end patient representations through... | anthem-ai/bcauss | 5 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 56. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Learning end-to-end patient representations through self-supervised covariate balancing for causal treatment effect estimation | 1 | 1 | 20 Mar 2023 | not harvested |
| GANITE: Estimation of Individualized Treatment Effects using Generative Adversarial Nets | 2 | 1 | 1 Jan 2018 | not harvested |
| Estimating individual treatment effect: generalization bounds and algorithms | 4 | 2 | 13 Jun 2016 | ran 0 of 5 samples (5 unverified) |
| BART: Bayesian additive regression trees | 3 | 1 | 19 Jun 2008 | ran 1 of 1 samples (0 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Jobs
1 variant name, as the archive lists them.
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